Projects

Publications & Preprints

TabPFN-MT: A Natively Multitask In-Context Learner for Tabular Data

PreprintMultitask Learning · Synthetic Data · In-Context Learning

Cormac Cureton, Narges Armanfard

This work extends the PFN paradigm to train the first multitask tabular foundation model which leverages in-context learning.

Supervised Multimodal Model for Plasma Spray Diagnostics and Spray Health Monitoring

PreprintTabPFN · Multimodal Learning · Atmospheric Plasma Spray

Cormac Cureton, Abhijeet Praveen, Sareh Soleimani, Aman Sidhu, Kintak Raymond Yu, Cristian Cojocaru, Narges Armanfard

This work bridges foundation models and industrial intelligence, showing how multitask priors can redefine tabular learning in real-world systems.

Machine Learning Projects

MEMO: Test Time Robustness Reimplementation and Investigation

CV · Information Theory · PyTorch

Reimplementing MEMO in PyTorch and replicating results from the original paper along with further investigation.

GRPO on the Countdown Reasoning Task

🕒 OldRL · Huggingface · PyTorch

Investigating implementing GRPO in PyTorch and applying it to Countdown, a simple reasoning task.

Single-Task and Multi-Task XGBoost on Tabular Regression Tasks

🕒 OldOptimization · XGBoost

Comparing performance on single-task and multi-task XGboost variants on tabular regression tasks.

LLM Reasoning Sub-Skills with Synthetic Data

🕒 OldLLMs · Huggingface · PyTorch

Investigating improving LLM reasoning performance with synthetic data.

Langchain Experiments

🕒 OldLangchain · Remix · React

A site with some test implementations of langchain objects.

Software Projects

Personal Website

Astro · React · Bootstrap

A site with a portfolio of personal projects and contact information.

PDF Paste (Plugin for Obsidian)

🕒 OldTypescript · Obsidian Plugin

Obsidian plugin which improves the ability to paste from a PDF into notes.

Environmental Map App

🕒 OldReact · Leaflet · Mapbox

A site with an interactive map to display campus environmental data.

Mood on Repeat

🕒 OldReact · Bootstrap

Frontend for a web app to offer music suggestions based on a user's spotify activity.

Running Website

🕒 OldReact · Express · OAuth

Web app that visualizes running stats in terms of landmarks.